AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Tavily Search
MCP (Model Context Protocol) Server. Integrates with Tavily search API to enable natural language web queries for retrieving up-to-date, contextual information from across the internet.
Stardog
Provide trusted, contextual answers to both humans and agents using your enterprise knowledge graph with Stardog's Semantic AI Platform.
ZettelkastenSpace
An AI-enhanced knowledge management system based on the Zettelkasten method, providing Claude Desktop with deep context and semantic understanding of a user's personal note network via MCP.
html2md-mcp
MCP server for converting HTML to Markdown with browser support and authentication. Reduces HTML size by 90-95% using trafilatura and BeautifulSoup4, with Playwright integration for JavaScript-rendered content.
Pure Storage FlashBlade
MCP (Model Context Protocol) Server. Integrates with Pure Storage FlashBlade arrays to enable real-time monitoring, troubleshooting, and resource management.
ProtonMail Bridge
A secure Model Context Protocol server that connects to Proton Bridge, allowing AI assistants to read, search, and send encrypted emails via ProtonMail.
JSON to Excel by WTSolutions
Converting JSON into CSV format string from (1) JSON data, (2) URLs pointing to publiclly available .json files.
Onyx MCP Sandbox
A secure MCP server that executes code in isolated Docker sandboxes. Supports Python, Java, C, C++, JavaScript, and Rust. Provides the `run_code` tool, enforces CPU/memory limits, includes comprehensive tests, and detailed setup instructions.
Oracle
- Oracle Database integration in NodeJS with configurable access controls, query explain, stats and schema inspection
Symbol Blockchain
MCP (Model Context Protocol) Server. Enables interaction with the Symbol blockchain for querying account information, transaction data, and block details through automatically generated tools from the Symbol OpenAPI specification.
SSH MCP Server
A production-ready Model Context Protocol server for SSH automation with background execution, file transfers, and comprehensive timeout protection. Features structured output, progress tracking, and enterprise-grade testing (87% coverage).
@remem/mcp-server
Remem is a local-first activity logger and personal memory assistant that captures daily work activities in SQLite, generates structured reports, and enables long-term reflection.
Search MCP Server
Recommends the most relevant MCP servers based on the client's query by searching this README file.
TPC Server
MCP (Model Context Protocol) Server. TPC Server enables AI agents to document their reasoning processes, strategies, and actions through a structured system of Thoughts, Plans, and Changes, providing traceable operation history and transparent decision-making.
FiftyOne MCP Server
Enables AI assistants to explore computer vision datasets and execute over 80 built-in operators using the FiftyOne framework via MCP tools.
Python Sandbox
A secure, containerized Python execution environment designed for data science and machine learning, featuring automatic persistence for matplotlib figures and integration with LM Studio.
Infura
A comprehensive MCP server providing natural language access to Ethereum and Polygon blockchain data via Infura APIs, supporting extensive read-only queries and raw transaction broadcasting.
google-ai-search-mcp
A Model Context Protocol server that bridges Google AI (Vertex AI and Gemini) with real-time web search and documentation analysis, providing specialized tools for technical information retrieval, code analysis, and architectural guidance.
Realtime Crypto (CoinCap)
A cryptocurrency data MCP server that provides real-time exchange details and currency rates via the CoinCap API, featuring built-in rate limiting and retries.
Jekyll Blog
A tool for indexing and interacting with Jekyll blog content, allowing AI assistants to search posts, retrieve content, and perform duplicate detection across Markdown and AsciiDoc files.
Multichat
MCP (Model Context Protocol) Server. Enables parallel communication with multiple unichat-based servers, allowing users to query different language models simultaneously and compare their responses through organized message routing and storage.
Academic Author Network
MCP (Model Context Protocol) Server. Aggregates academic data from Semantic Scholar, OpenAlex, Crossref, and Google Scholar to discover research collaborators with collaboration frequency counts and extract research keywords from scholar profiles for academic network analysis and collaboration mapping.
Coin Daemon (Zcash)
MCP (Model Context Protocol) Server. Integrates with cryptocurrency daemon RPC interfaces to enable secure querying and management of blockchain networks, with initial support for Zcash.
SHARP 3D Gaussian Splat Generator
An MCP server that utilizes Apple's SHARP model to convert single 2D images into interactive 3D Gaussian Splats with real-time rendering and low latency.
Sanity.io
MCP (Model Context Protocol) Server. Integrates with Sanity.io to provide tools for creating, listing, and publishing draft posts, streamlining content management workflows for websites and applications.
Perplexity Insight
MCP (Model Context Protocol) Server. Integrates with Perplexity AI to enable real-time question answering and web search capabilities through customizable tools for direct questions and web queries across multiple Perplexity models.
Archai Hexagonal Architecture Analyzer
MCP (Model Context Protocol) Server. Enforces hexagonal architecture principles in Java applications through static code analysis that validates architectural rules including dependency limitations, domain isolation, naming conventions, and proper email handling.
Sefaria Jewish Library
MCP (Model Context Protocol) Server. Integrates with Sefaria.org API to provide access to Hebrew and English Jewish texts, weekly Torah portions, and associated commentaries for religious study and scholarly research.
Browser Use
MCP (Model Context Protocol) Server. Enables AI assistants to navigate websites, extract content, and automate browser tasks through asynchronous execution with detailed progress tracking and flexible deployment options.
MCP Server for Binge-watch
A Model Context Protocol server for managing and interacting with Binge-watch, MoonTV, and LunaTV video-on-demand services.